{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Lorenz Simulator in NumPy\n",
    "\n",
    "The Lorenz equations are a prototypical example of **deterministic chaos**. They\n",
    "are a system of three **nonlinear** ODEs\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{dx}{dt} &= \\sigma(y - x), \\\\\n",
    "\\frac{dy}{dt} &= x(\\rho - z) - y, \\\\\n",
    "\\frac{dz}{dt} &= xy - \\beta z.\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "The three variables can be combined into the state vector $u = (x, y, z) \\in\n",
    "\\mathbb{R}^3$. Given an initial state $u^{[0]}$, we can simulate a trajectory by\n",
    "recursively applying a simulator to it\n",
    "\n",
    "$$\n",
    "u^{[t+1]} = \\mathcal{P}(u^{[t]}).\n",
    "$$\n",
    "\n",
    "Here, this simulator will be due to the Runge-Kutta 4 method. Writing the\n",
    "right-hand side of the Lorenz equation as $\\frac{du}{dt} = f(u)$, the scheme\n",
    "reads\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "k_1 &= f(u^{[t]}), \\\\\n",
    "k_2 &= f(u^{[t]} + \\frac{\\Delta t}{2} k_1), \\\\\n",
    "k_3 &= f(u^{[t]} + \\frac{\\Delta t}{2} k_2), \\\\\n",
    "k_4 &= f(u^{[t]} + \\Delta t \\, k_3), \\\\\n",
    "u^{[t+1]} &= u^{[t]} + \\frac{\\Delta t}{6} (k_1 + 2k_2 + 2k_3 + k_4).\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "We can then display the trajectory $ \\{ u^{[0]}, u^{[1]}, \\dots, u^{[T]} \\} $ in\n",
    "3D space which is the classical butterfly shape.\n",
    "\n",
    "We will use the settings as in the original paper by Lorenz (1), i.e. $\\sigma = 10$,\n",
    "$\\rho = 28$ and $\\beta = 8/3$ together with $\\Delta t = 0.01$.\n",
    "\n",
    "---\n",
    "\n",
    "(1) E. N. Lorenz, \"Deterministic Nonperiodic Flow\", Journal of the Atmospheric\n",
    "Sciences, 1963,\n",
    "https://journals.ametsoc.org/view/journals/atsc/20/2/1520-0469_1963_020_0130_dnf_2_0_co_2.xml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lorenz_rhs(u, *, sigma, rho, beta):\n",
    "    x, y, z = u\n",
    "    x_dot = sigma * (y - x)\n",
    "    y_dot = x * (rho - z) - y\n",
    "    z_dot = x * y - beta * z\n",
    "    u_dot = np.array([x_dot, y_dot, z_dot])\n",
    "    return u_dot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LorenzStepperRK4:\n",
    "    def __init__(self, dt=0.01, *, sigma=10, rho=28, beta=8/3):\n",
    "        self.dt = dt\n",
    "        self.sigma = sigma\n",
    "        self.rho = rho\n",
    "        self.beta = beta\n",
    "    \n",
    "    def __call__(self, u_prev):\n",
    "        lorenz_rhs_fixed = lambda u: lorenz_rhs(\n",
    "            u,\n",
    "            sigma=self.sigma,\n",
    "            rho=self.rho,\n",
    "            beta=self.beta,\n",
    "        )\n",
    "        k_1 = lorenz_rhs_fixed(u_prev)\n",
    "        k_2 = lorenz_rhs_fixed(u_prev + 0.5 * self.dt * k_1)\n",
    "        k_3 = lorenz_rhs_fixed(u_prev + 0.5 * self.dt * k_2)\n",
    "        k_4 = lorenz_rhs_fixed(u_prev + self.dt * k_3)\n",
    "        u_next = u_prev + self.dt * (k_1 + 2*k_2 + 2*k_3 + k_4)/6\n",
    "        return u_next"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "lorenz_stepper = LorenzStepperRK4()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_0 = np.ones(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1., 1., 1.])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.01256719, 1.2599178 , 0.98489097])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lorenz_stepper(u_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "trj = [u_0,]\n",
    "u_current = u_0\n",
    "for i in range(5000):\n",
    "    u_current = lorenz_stepper(u_current)\n",
    "    trj.append(u_current)\n",
    "trj = np.array(trj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5001, 3)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trj.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7b39d119c970>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    subplot_kw={\"projection\": \"3d\"},\n",
    "    figsize=(7, 7),\n",
    ")\n",
    "\n",
    "ax.plot(\n",
    "    trj[:, 0],\n",
    "    trj[:, 1],\n",
    "    trj[:, 2],\n",
    "    lw=1.0,\n",
    "    color=\"blue\",\n",
    "    label=\"Trajectory\",\n",
    ")\n",
    "ax.scatter3D(\n",
    "    trj[0, 0],\n",
    "    trj[0, 1],\n",
    "    trj[0, 2],\n",
    "    color=\"black\",\n",
    "    label=\"Initial Point\",\n",
    ")\n",
    "\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "ax.set_zlabel(\"z\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lorenz Map: The Ratio of two subsequent Z peaks\n",
    "\n",
    "<img src=\"https://github.com/user-attachments/assets/2aeb8b11-cd57-4220-95cc-cd482c6f4a2e\" width=\"500\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7b39cee07b80>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(trj[:, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_maxima_in_z(trj_):\n",
    "    z_trj_left = trj_[:-2, 2]\n",
    "    z_trj_center = trj_[1:-1, 2]\n",
    "    z_trj_right = trj_[2:, 2]\n",
    "\n",
    "    is_maximum = (z_trj_center > z_trj_left) & (z_trj_center > z_trj_right)\n",
    "\n",
    "    maximal_values = z_trj_center[is_maximum]\n",
    "    return maximal_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "maximal_values = find_maxima_in_z(trj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([47.83395409, 29.36240375, 29.50787402, 29.66778055, 29.8386822 ,\n",
       "       30.022775  , 30.22673662, 30.44215632, 30.68044832, 30.93415225,\n",
       "       31.21724268, 31.5281195 , 31.88317653, 32.26704561, 32.70989961,\n",
       "       33.23402216, 33.83646591, 34.56556903, 35.5045012 , 36.77221969,\n",
       "       38.80199922, 42.92454982, 34.93494587, 35.98909192, 37.47434236,\n",
       "       40.29746576, 38.83803371, 42.84714678, 35.06190935, 36.14202622,\n",
       "       37.7404808 , 41.00695684, 37.65943026, 40.72635095, 38.10987943,\n",
       "       42.1560951 , 36.00432657, 37.50902094, 40.36415276, 38.7315204 ,\n",
       "       43.512836  , 34.25633986, 35.09352224, 36.18857171, 37.83107326,\n",
       "       41.18613828, 37.35640071, 39.99017213, 39.44465948, 40.65102402,\n",
       "       38.22409455, 42.70507362, 35.28146027, 36.46545076, 38.25826493,\n",
       "       42.88046854, 35.04138583, 36.12125062, 37.70424618, 40.86560187,\n",
       "       37.88103399, 41.36044896, 37.11999061, 39.48696267, 40.56281688,\n",
       "       38.38258817, 43.76879562, 33.96313546, 34.72400756])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maximal_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(maximal_values[:-1], maximal_values[1:])\n",
    "plt.xlabel(\"Previous local maximum in z\")\n",
    "plt.ylabel(\"Next local maximum in z\")\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
